{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2a60bda6",
   "metadata": {},
   "source": [
    "# FFT\n",
    "1. numpy fft package\n",
    "    > fft Fast DFT <br>\n",
    "    > ifft Inverse Fast DFT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "c5613d14",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import warnings\n",
    "from matplotlib import pyplot as plt\n",
    "from collections import Counter\n",
    "\n",
    "\n",
    "# load example signal\n",
    "t = np.arange(0, 1, 0.01)\n",
    "signal = (100 * np.sin(2 * np.pi * 510 * t) +  \n",
    "         250 * np.cos(2 * np.pi * 105 * t) +  \n",
    "         500 * np.sin(2 * np.pi * 435 * t) +  \n",
    "         750 * np.cos(2 * np.pi * 122 * t) +   \n",
    "         1050 * np.sin(2 * np.pi * 905 * t) +  \n",
    "         2150 * np.cos(2 * np.pi * 496 * t) +  \n",
    "         2350 * np.sin(2 * np.pi * 246 * t) +  \n",
    "         3500 * np.random.randn(len(t)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "1aac892b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# FFT calculation\n",
    "fft_result = np.fft.fft(signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "8f0e6228",
   "metadata": {},
   "outputs": [],
   "source": [
    "# gain frequency information\n",
    "sampling_rate = 100  # 采样率\n",
    "frequencies = np.fft.fftfreq(len(signal), d=1/sampling_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "bff6a14f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "fig, ax = plt.subplots(3, 1, figsize=(10, 8))\n",
    "fig.subplots_adjust(hspace=0.15)\n",
    "\n",
    "sub_fig1 = ax[0]\n",
    "sub_fig2 = ax[1]\n",
    "sub_fig3 = ax[2]\n",
    "\n",
    "sub_fig1.plot(t, signal, 'b', label='Original signal')\n",
    "sub_fig1.set_title(\"Original Time Series\")\n",
    "sub_fig1.set_xlabel('Time')\n",
    "sub_fig1.set_ylabel('Amplitude')\n",
    "sub_fig1.legend()\n",
    "\n",
    "sub_fig2.plot(frequencies[frequencies.argsort()], np.abs(fft_result[frequencies.argsort()]), \n",
    "            'r', label='Amplitude spectrum')\n",
    "sub_fig2.set_title(\"Amplitude spectrum\")\n",
    "sub_fig2.set_xlabel('Frequency (Hz)')\n",
    "sub_fig2.set_ylabel('Amplitude')\n",
    "sub_fig2.legend()\n",
    "\n",
    "sub_fig3.plot(frequencies[frequencies.argsort()], np.angle(fft_result[frequencies.argsort()]), \n",
    "            'g', label='Phase spectrum')\n",
    "sub_fig3.set_title(\"Phase spectrum\")\n",
    "sub_fig3.set_xlabel('Frequency (Hz)')\n",
    "sub_fig3.set_ylabel('Phase')\n",
    "sub_fig3.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "818a2a05",
   "metadata": {},
   "source": [
    "# PCA and Restore\n",
    "1. find top 50% sampling points\n",
    "2. do inverse fft, compare feature selection restoration effect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "6a9c6d70",
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate power ratio of each sampling points\n",
    "power_spec = []\n",
    "power_ttl = 0\n",
    "for i in fft_result:\n",
    "    power_ttl = power_ttl + np.power(np.abs(i),2)\n",
    "for i in fft_result:\n",
    "    ps = np.power(np.abs(i),2)\n",
    "    power_spec.append(ps/power_ttl)\n",
    "power_spec = np.array(power_spec, dtype=np.float64)\n",
    "power_spec_cumsum = np.cumsum(power_spec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "6564650b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw power ratio graph\n",
    "%matplotlib inline\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = \"SimHei\"\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize=(6,4),\n",
    "                    facecolor='whitesmoke',\n",
    "                    edgecolor='gray')\n",
    "ax.plot(np.linspace(1,101,100),power_spec_cumsum)\n",
    "ax.set_title(\"cumsum of each sampling points\")\n",
    "ax.set_yticks(np.arange(0,1.05,0.05))\n",
    "ax.set_yticklabels(labels=np.round(np.arange(0,1.05,0.05),2))\n",
    "ax.set_xticks(np.arange(0,105,5))\n",
    "ax.set_xticklabels(labels=np.round(np.arange(0,105,5),2))\n",
    "ax.set_xlabel(\"number of sampling point\")\n",
    "ax.set_ylabel(\"percentage of ttl power\")\n",
    "ax.grid(alpha=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "c32930bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# partially ifft\n",
    "power_spec_ind = power_spec.argsort()[:80]\n",
    "power_spce_str = []\n",
    "fft_result_slice = fft_result[power_spec_ind]\n",
    "fft_pitime = np.fft.ifft(fft_result_slice,n=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "e63efdcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fully ifft\n",
    "fft_fitime = np.fft.ifft(fft_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "9e8d4363",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "fig, ax = plt.subplots(4, 1, figsize=(10, 12))\n",
    "fig.subplots_adjust(hspace=0.45)\n",
    "\n",
    "sub_fig1 = ax[0]\n",
    "sub_fig2 = ax[1]\n",
    "sub_fig3 = ax[2]\n",
    "sub_fig4 = ax[3]\n",
    "\n",
    "sub_fig1.plot(t, signal, 'b', label='Original signal')\n",
    "sub_fig1.set_title(\"Original Time Series\")\n",
    "sub_fig1.set_xlabel('Time')\n",
    "sub_fig1.set_ylabel('Amplitude')\n",
    "sub_fig1.legend(loc=\"best\")\n",
    "\n",
    "sub_fig2.plot(np.linspace(0,1.0,100), np.abs(fft_pitime)*fft_pitime.real/np.abs(fft_pitime), \n",
    "              'g', label='Partially Restored signal')\n",
    "sub_fig2.set_title(\"Partially Restored Time Series\")\n",
    "sub_fig2.set_xlabel('Time')\n",
    "sub_fig2.set_ylabel('Amplitude')\n",
    "sub_fig2.legend(loc=\"best\")\n",
    "\n",
    "sub_fig3.plot(np.linspace(0,1.0,100), np.abs(fft_fitime)*fft_fitime.real/np.abs(fft_fitime), \n",
    "              'r', label='Fully Restored signal')\n",
    "sub_fig3.set_title(\"Fully Restored Time Series\")\n",
    "sub_fig3.set_xlabel('Time')\n",
    "sub_fig3.set_ylabel('Amplitude')\n",
    "sub_fig3.legend(loc=\"best\")\n",
    "\n",
    "sub_fig4.plot(np.linspace(0,1.0,100), signal - np.abs(fft_pitime)*fft_pitime.real/np.abs(fft_pitime), \n",
    "              'orange', label='difference')\n",
    "sub_fig4.set_title(\"difference between partially restored signal and original signal\")\n",
    "sub_fig4.set_xlabel('Time')\n",
    "sub_fig4.set_ylabel('Amplitude')\n",
    "sub_fig4.legend(loc=\"best\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0655fbbb",
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   "source": [
    "# Others\n",
    "1. numpy could handle complex number \n",
    "    > real will return real part of certain complex number <br>\n",
    "    > imag will return imaginary part of certain complex number <br>\n",
    "2. numpy abs() function will calculate norm of complex number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "85b37197",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original complex number:\n",
      "(-4.9745931776365335+1.0860014237498428j)\n",
      "------------------------\n",
      "norm of complex number using np.abs():\n",
      "5.0917557262082624\n",
      "------------------------\n",
      "get real and imaginary part of one complex number:\n",
      "real part: -4.9745931776365335 \n",
      "imaginary part: 1.0860014237498428\n"
     ]
    }
   ],
   "source": [
    "print(\"original complex number:\")\n",
    "print(fft_result[1])\n",
    "print(\"------------------------\")\n",
    "print(\"norm of complex number using np.abs():\")\n",
    "print(np.abs(fft_result[1]))\n",
    "print(\"------------------------\")\n",
    "print(\"get real and imaginary part of one complex number:\")\n",
    "print(\"real part:\", fft_result[1].real, \"\\nimaginary part:\", fft_result[1].imag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "803cd632",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "600.250052808021\n",
      "(-12.513508011285298+63.246844530915844j)\n",
      "-64.47287201502924\n"
     ]
    }
   ],
   "source": [
    "num = 91\n",
    "print(signal[num])\n",
    "print(fft_pitime[num])\n",
    "print(np.abs(fft_pitime[num])*fft_pitime[num].real/np.abs(fft_pitime[num].real))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "76b3ef33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-226.24161578  112.79636936  681.11505506 -116.30364193 -256.74830369\n",
      "  320.51344694  433.53966612  -93.52340004   24.21907645   -7.64851302\n",
      "  200.18315013 -212.0689305   348.36654356   61.41716612  290.36078295\n",
      " -691.95155034 -673.35534431 -118.97426441 -410.26306852  232.66285727\n",
      "  -59.56245762  405.41919647  256.4057012   383.57111421  544.14693201\n",
      " -224.77320227   93.46519764  284.33426578  -65.61685531  412.46795187\n",
      " -189.55765028   62.22889222  -66.14548212 -153.95786636 -595.69371805\n",
      " -318.51842581 -471.0802137  -306.15541257 -228.43182459 -189.14691536\n",
      "  333.03245465  230.27748323  343.51544564  683.7996107   306.37985474\n",
      "  318.4628308   717.28694073   18.05728792 -357.61054886   66.35254381\n",
      " -175.75291913   80.43127031  507.31689125 -137.5236062  -424.37405782\n",
      " -122.28553782    2.56991462 -384.20092009 -572.2208845   -47.37657077\n",
      "   38.24788251  798.69543667 -410.59211081  145.40477457  746.40470947\n",
      "  -83.93669954  129.28525294  171.56193455 -375.09306477  298.93608025\n",
      " -260.59554577  203.69759188 -218.57742866  157.18933963  194.3498871\n",
      " -431.96343016 -149.54384255  172.15672944  222.33950053 -584.83758925\n",
      "  502.39197096  396.28911947  277.67268686  270.69237629 -169.24264572\n",
      "  501.09003745   33.56710371  -83.04053322   -7.31932447 -116.21860242\n",
      " -336.83741443  612.76356082  411.51112924  102.19996695 -343.15653608\n",
      " -727.36229826 -482.26253004 -171.83792252   38.0304079   -22.14716748]\n"
     ]
    }
   ],
   "source": [
    "print(signal - np.abs(fft_pitime)*fft_pitime.real/np.abs(fft_pitime))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3185a951",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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